AIMultiple ResearchAIMultiple ResearchAIMultiple Research

LLM

Text-to-SQL: Comparison of LLM Accuracy in 2025

I have been relying on SQL for data analysis for 18 years, beginning with my days as a consultant. Translating natural-language questions into SQL makes data more accessible, allowing anyone, even those without technical skills, to work directly with databases.

May 27 min read

Top 5 AI Gateways for OpenAI: OpenRouter Alternatives

The growing number of LLM providers creates significant API management hurdles. AI gateways address this complexity by acting as a central routing point, enabling developers to interact with multiple providers through a single, unified API, thereby simplifying development and maintenance.

May 95 min read

Best Vector Database for RAG: Qdrant vs. Weaviate vs. Pinecone

Vector databases power the retrieval layer in RAG workflows by storing document and query embeddings as high‑dimensional vectors. They enable fast similarity searches based on vector distances.

May 126 min read

LLM VRAM Calculator for Self-Hosting in 2025

The use of LLMs has become inevitable, but relying solely on cloud-based APIs can be limiting due to cost, reliance on third parties, and potential privacy concerns. That’s where self-hosting an LLM for inference (also called on-premises LLM hosting or on-prem LLM hosting) comes in.

Apr 215 min read

AI Hallucination: Comparison of the Most Popular LLMs ['25]

AI models sometimes generate data that seems plausible but is incorrect or misleading; known as AI hallucinations. According to Deloitte, 77% of businesses who joined the study are concerned about AI hallucinations. We benchmarked 16 LLMs with 60 questions to each one to measure their hallucination rates: Results Our benchmark revealed that OpenAI GPT-4.

May 105 min read

Top 15 Contract Review Software & 5 Use Cases in 2025

We analyzed the top 15 contract review software solutions and compared them with LLMs, which have a notable performance on legal tasks, to see how they might help simplify the contract review process.

Apr 89 min read

LLM Pricing: Top 15+ Providers Compared in 2025

We analyzed 15+ LLMs and their pricing and performance. LLM API pricing can be complex and depends on your preferred usage. If you plan to use: [data_table slug=llm-prices] Hover over model names to see their full names and over headers to see explanations about the columns.

May 87 min read

Compare Top 11 LLM Orchestration Frameworks in 2025

Leveraging multiple LLMs concurrently demands significant computational resources, driving up costs and introducing latency challenges. In the evolving landscape of AI, efficient LLM orchestration is essential for optimizing performance while minimizing expenses.  Explore key strategies and tools for managing multiple LLMs effectively.

Apr 297 min read

Top 20+ Agentic RAG  Frameworks in 2025

Agentic RAG enhances traditional RAG by boosting LLM performance and enabling greater specialization. We conducted a benchmark to assess its performance on routing between multiple databases and generating queries. Explore agentic RAG frameworks and libraries, key differences from standard RAG, benefits, and challenges to unlock their full potential.

May 610 min read
Compare Top 20 LLM Security Tools & Free Frameworks

Compare Top 20 LLM Security Tools & Free Frameworks

Chevrolet of Watsonville, a car dealership, introduced a ChatGPT-based chatbot on their website. However, the chatbot falsely advertised a car for $1, potentially leading to legal consequences and resulting in a substantial bill for Chevrolet. Incidents like these highlight the importance of implementing security measures to LLM applications.

Apr 412 min read